Healthcare Practitioner Workload Patterns
This dataset provides granular logs of healthcare practitioner schedules and activities, including shift timings, activity types, patient counts, and burnout indicators. It enables detailed analysis of clinician workload patterns, supports workforce optimization, and facilitates early detection of burnout risks for improved healthcare delivery.
Sample rows
preview · 8 of 200 rows · all 14 columns| practitioner_idstring | activity_typestring | patients_seen_countinteger | burnout_indicatorboolean | departmentstring | practitioner_namestring | practitioner_rolestring | schedule_datedate | shift_start_timedatetime | shift_end_timedatetime | activity_start_timedatetime | activity_end_timedatetime | activity_duration_minutesinteger | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLN-0847A | patient_care | 24 | false | Emergency | Olivia Bennett | physician | 2024-06-10 | 2024-06-10T07:00:00 | 2024-06-10T15:00:00 | 2024-06-10T07:15:00 | 2024-06-10T12:35:00 | 320 | High patient turnover, steady workflow. |
| NUR_1029X | patient_care | 27 | true | ICU | Emily Chen | nurse | 2024-06-11 | 2024-06-11T18:00:00 | 2024-06-12T06:00:00 | 2024-06-11T18:10:00 | 2024-06-12T04:45:00 | 815 | Overnight shift with staff shortage. |
| TECH-5673 | patient_care | 3 | false | Radiology | Martin Gomez | technician | 2024-06-12 | 2024-06-12T05:00:00 | 2024-06-12T13:00:00 | 2024-06-12T05:15:00 | 2024-06-12T08:05:00 | 170 | Routine X-rays performed efficiently. |
| THER_8921 | training | 0 | false | Physical Therapy | Jessica Patel | therapist | 2024-06-13 | 2024-06-13T08:00:00 | 2024-06-13T14:00:00 | 2024-06-13T08:30:00 | 2024-06-13T12:30:00 | 240 | Equipment training and certification session. |
| OTHER-4932 | administrative | 0 | false | Administration | William Young | other | 2024-06-14 | 2024-06-14T09:00:00 | 2024-06-14T17:00:00 | 2024-06-14T09:15:00 | 2024-06-14T10:55:00 | 100 | System review and policy update. |
| CLN_3709 | patient_care | 18 | false | Cardiology | Sofia Martinez | physician | 2024-06-11 | 2024-06-11T08:00:00 | 2024-06-11T16:00:00 | 2024-06-11T08:30:00 | 2024-06-11T13:40:00 | 310 | Elective procedures; moderate caseload. |
| NUR-2051 | break | 0 | false | Maternity | Daniel Lee | nurse | 2024-06-10 | 2024-06-10T19:00:00 | 2024-06-11T03:00:00 | 2024-06-10T22:05:00 | 2024-06-10T22:15:00 | 10 | Quick dinner break during busy shift. |
| TECH_2299 | other | 0 | false | Lab | Lucas Davis | technician | 2024-06-12 | 2024-06-12T09:00:00 | 2024-06-12T17:00:00 | 2024-06-12T13:20:00 | 2024-06-12T13:55:00 | 35 | Equipment shutdown and maintenance. |
| THER-7786 | patient_care | 13 | false | Rehabilitation | Timothy Nguyen | therapist | 2024-06-13 | 2024-06-13T12:00:00 | 2024-06-13T20:00:00 | 2024-06-13T13:05:00 | 2024-06-13T17:15:00 | 250 | Multiple therapy sessions; steady progress. |
| CLN-6235B | patient_care | 21 | true | Oncology | Hannah Black | physician | 2024-06-12 | 2024-06-12T23:59:00 | 2024-06-13T07:00:00 | 2024-06-13T00:15:00 | 2024-06-13T06:45:00 | 390 | Night shift; challenging patient cases. |
| NUR_4872 | administrative | 0 | false | Neonatal ICU | Grace Kim | nurse | 2024-06-11 | 2024-06-11T22:00:00 | 2024-06-12T06:00:00 | 2024-06-12T00:30:00 | 2024-06-12T00:40:00 | 10 | Shift documentation and incident report. |
| TECH-6341 | break | 0 | false | Pathology | Brian White | technician | 2024-06-10 | 2024-06-10T06:00:00 | 2024-06-10T14:00:00 | 2024-06-10T10:25:00 | 2024-06-10T10:35:00 | 10 | Morning coffee break. |
| THER_5859 | training | 0 | true | Speech Therapy | Madison Clark | therapist | 2024-06-14 | 2024-06-14T07:00:00 | 2024-06-14T21:00:00 | 2024-06-14T08:10:00 | 2024-06-14T15:50:00 | 460 | Full-day training session; mentally exhausting. |
| CLN_4157 | patient_care | 31 | false | Dermatology | Benjamin Scott | physician | 2024-06-13 | 2024-06-13T08:00:00 | 2024-06-13T16:00:00 | 2024-06-13T08:20:00 | 2024-06-13T14:55:00 | 395 | Skin clinic; high patient volume. |
| NUR-9886 | patient_care | 29 | true | Pediatrics | Isabella Murphy | nurse | 2024-06-13 | 2024-06-13T05:00:00 | 2024-06-13T23:59:00 | 2024-06-13T07:10:00 | 2024-06-13T19:45:00 | 795 | Double shift; urgent pediatric cases. |
| TECH_3821 | patient_care | 2 | false | Neurology | Eric Moore | technician | 2024-06-10 | 2024-06-10T07:00:00 | 2024-06-10T19:00:00 | 2024-06-10T08:00:00 | 2024-06-10T08:55:00 | 55 | Routine EEG tests. |
| THER-6702 | patient_care | 19 | true | Psychiatry | Natalie Cooper | therapist | 2024-06-12 | 2024-06-12T00:00:00 | 2024-06-12T23:59:00 | 2024-06-12T08:30:00 | 2024-06-12T21:00:00 | 630 | Full day; emotionally exhausting cases. |
| CLN_5097 | administrative | 0 | false | Geriatrics | Matthew Evans | physician | 2024-06-12 | 2024-06-12T07:00:00 | 2024-06-12T15:00:00 | 2024-06-12T14:10:00 | 2024-06-12T14:25:00 | 15 | Patient case documentation. |
| NUR-3415 | break | 0 | false | Outpatient Surgery | Ava Thompson | nurse | 2024-06-14 | 2024-06-14T18:00:00 | 2024-06-15T06:00:00 | 2024-06-15T01:30:00 | 2024-06-15T01:33:00 | 3 | Short break during overnight surgery prep. |
| TECH-9943 | patient_care | 4 | false | Radiology | Sarah Ramirez | technician | 2024-06-14 | 2024-06-14T06:00:00 | 2024-06-14T14:00:00 | 2024-06-14T07:00:00 | 2024-06-14T07:45:00 | 45 | CT scans for scheduled patients. |
What the 200 rows show
from the 200-row samplePatient_
- 25%burnout_
indicator = true - 0median patients_
seen_ count - 5practitioner roles
- 110median activity_
duration_ minutes
Median 0, from 0 to 32.
- string 6
- integer 2
- date 1
- datetime 4
- boolean 1
Columns
14 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 6 columns | |||
practitioner_id | string | Unique identifier for the healthcare practitioner (clinician, nurse, etc.)unique | CLN-0847A |
practitioner_name | string | Full name of the healthcare practitioner | Olivia Bennett |
practitioner_role | string | Role or specialization of the practitioner (e.g., physician, nurse, therapist)physician · nurse · therapist · technician · other | physician |
department | string | Department or unit where the practitioner works (e.g., Emergency, Pediatrics) | Emergency |
activity_type | string | Type of activity performed during the shift (e.g., patient care, administrative, training)patient_care · administrative · training · break · other | patient_care |
notes | string | Additional notes or comments related to the activity or shiftoptional | Morning coffee break. |
| Numbers 2 columns | |||
activity_duration_minutes | integer | Duration of the activity in minutes1 or more | 320 |
patients_seen_count | integer | Number of patients attended during the activity (if applicable)0 or more · optional | 24 |
| Dates and times 5 columns | |||
schedule_date | date | Date of the scheduled work shift or activity | 2024-06-10 |
shift_start_time | datetime | Start time of the scheduled shift | 2024-06-10T07:00:00 |
shift_end_time | datetime | End time of the scheduled shift | 2024-06-10T15:00:00 |
activity_start_time | datetime | Start time of the specific activity within the shift | 2024-06-10T07:15:00 |
activity_end_time | datetime | End time of the specific activity within the shift | 2024-06-10T12:35:00 |
| True or false 1 column | |||
burnout_indicator | boolean | Flag indicating if practitioner reported signs of burnout during the shift/activityoptional | false |
Use it for
A healthcare dashboard
The burnout_
indicator rate, patients_ seen_ count by activity_ type and a breakdown of department. Excel, Power BI or Tableau. Why do the 94 patient_
care rows have a mean patients_ seen_ count of 17.7? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Practitioners200CLN-0847A24patient_…NUR_1029X27patient_…CLN-6235B21patient_…
A software demo
Believable practitioners with practitioner_
name, practitioner_ role and department to fill a screen in front of a buyer.
This dataset200 rows14 columns
Yours1,000 rows14 columns
blueprint · healthcare-practitioner-workload-patterns
Behind this dataset
Same schema. As many rows as you need.
These 200 rows came out of a blueprint — 14 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
Rules it was built with
- Work shifts and breaks recorded
- Specialty and department mapped
- Patient load tracked daily
- Overtime hours flagged
Open the blueprint in Data Factory
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- healthcare-practitioner-workload-patterns